🧠 Implement AI Learning System for Stop Loss Decisions

- Add stop-loss-decision-learner.js: Core learning engine
- Add enhanced-autonomous-risk-manager.js: Learning-enhanced decisions
- Add AI learning API and dashboard components
- Add database schema for decision tracking
- Integrate with existing automation system
- Demo scripts and documentation

Result: AI learns from every decision and improves over time! 🚀

app/components/AILearningDashboard.tsx

@@ -0,0 +1,443 @@
+'use client'
+
+import React, { useState, useEffect } from 'react'
+
+/**
+ * AI Learning Dashboard
+ * 
+ * Beautiful dashboard to display stop loss decision learning insights
+ */
+
+interface LearningInsights {
+  success: boolean
+  timestamp: string
+  learningSystem: {
+    status: string
+    confidence: string
+    totalDecisions: number
+    pendingAssessments: number
+    currentThresholds: {
+      emergency: number
+      risk: number
+      mediumRisk: number
+    }
+    lastAnalysis: any
+  }
+  decisionPatterns: {
+    successful: Array<{
+      decisionType: string
+      successRate: number
+      avgScore: number
+      sampleSize: number
+    }>
+    failures: Array<{
+      decisionType: string
+      successRate: number
+      sampleSize: number
+    }>
+    optimalTiming: any
+    distanceOptimization: any
+  }
+  performanceMetrics: {
+    overallSuccessRate: number
+    mostSuccessfulDecision: {
+      type: string
+      rate: string
+      samples: number
+    }
+    improvementTrend: string
+    confidenceLevel: number
+  }
+  recommendations: Array<{
+    type: string
+    priority: string
+    message: string
+    actionable: boolean
+  }>
+  systemHealth: {
+    learningActive: boolean
+    dataQuality: string
+    systemMaturity: string
+    readyForAutonomy: boolean
+  }
+}
+
+export default function AILearningDashboard() {
+  const [insights, setInsights] = useState<LearningInsights | null>(null)
+  const [loading, setLoading] = useState(true)
+  const [error, setError] = useState<string | null>(null)
+  const [lastUpdate, setLastUpdate] = useState<Date | null>(null)
+
+  useEffect(() => {
+    fetchLearningInsights()
+    const interval = setInterval(fetchLearningInsights, 30000) // Update every 30 seconds
+    return () => clearInterval(interval)
+  }, [])
+
+  const fetchLearningInsights = async () => {
+    try {
+      const response = await fetch('/api/ai/learning')
+      const data = await response.json()
+      
+      if (data.success) {
+        setInsights(data)
+        setError(null)
+        setLastUpdate(new Date())
+      } else {
+        setError(data.error || 'Failed to load learning insights')
+      }
+    } catch (err: any) {
+      setError(err.message || 'Network error')
+    } finally {
+      setLoading(false)
+    }
+  }
+
+  const triggerAction = async (action: string, parameters?: any) => {
+    try {
+      const response = await fetch('/api/ai/learning', {
+        method: 'POST',
+        headers: { 'Content-Type': 'application/json' },
+        body: JSON.stringify({ action, parameters })
+      })
+      
+      const result = await response.json()
+      if (result.success) {
+        fetchLearningInsights() // Refresh data
+      }
+    } catch (err) {
+      console.error('Action failed:', err)
+    }
+  }
+
+  if (loading) {
+    return (
+      <div className="bg-gray-900 border border-gray-700 rounded-lg p-6">
+        <div className="animate-pulse space-y-4">
+          <div className="h-4 bg-gray-700 rounded w-1/4"></div>
+          <div className="h-8 bg-gray-700 rounded w-1/2"></div>
+          <div className="h-32 bg-gray-700 rounded"></div>
+        </div>
+      </div>
+    )
+  }
+
+  if (error) {
+    return (
+      <div className="bg-red-900/20 border border-red-700 rounded-lg p-6">
+        <div className="flex items-center space-x-2">
+          <span className="text-red-400">❌</span>
+          <h3 className="text-red-400 font-semibold">Learning System Error</h3>
+        </div>
+        <p className="text-red-300 mt-2">{error}</p>
+        <button 
+          onClick={fetchLearningInsights}
+          className="mt-4 px-4 py-2 bg-red-700 hover:bg-red-600 rounded text-white transition-colors"
+        >
+          Retry
+        </button>
+      </div>
+    )
+  }
+
+  if (!insights) return null
+
+  const getStatusColor = (status: string) => {
+    switch (status) {
+      case 'ACTIVE': return 'text-green-400'
+      case 'INACTIVE': return 'text-red-400'
+      default: return 'text-yellow-400'
+    }
+  }
+
+  const getMaturityColor = (maturity: string) => {
+    switch (maturity) {
+      case 'EXPERT': return 'text-purple-400'
+      case 'INTERMEDIATE': return 'text-blue-400'
+      case 'NOVICE': return 'text-green-400'
+      case 'BEGINNER': return 'text-yellow-400'
+      default: return 'text-gray-400'
+    }
+  }
+
+  const getDataQualityColor = (quality: string) => {
+    switch (quality) {
+      case 'HIGH': return 'text-green-400'
+      case 'MEDIUM': return 'text-yellow-400'
+      case 'LOW': return 'text-orange-400'
+      default: return 'text-red-400'
+    }
+  }
+
+  const getTrendIcon = (trend: string) => {
+    switch (trend) {
+      case 'EXCELLENT': return '🚀'
+      case 'IMPROVING': return '📈'
+      case 'LEARNING': return '🧠'
+      case 'INITIALIZING': return '🌱'
+      default: return '❓'
+    }
+  }
+
+  return (
+    <div className="space-y-6">
+      {/* Header */}
+      <div className="bg-gray-900 border border-gray-700 rounded-lg p-6">
+        <div className="flex items-center justify-between">
+          <div>
+            <h2 className="text-2xl font-bold text-white flex items-center space-x-2">
+              <span>🧠</span>
+              <span>AI Learning Dashboard</span>
+            </h2>
+            <p className="text-gray-400 mt-1">Stop Loss Decision Learning System</p>
+          </div>
+          <div className="text-right">
+            <div className={`text-lg font-semibold ${getStatusColor(insights.learningSystem.status)}`}>
+              {insights.learningSystem.status}
+            </div>
+            <div className="text-sm text-gray-400">
+              Last Update: {lastUpdate?.toLocaleTimeString()}
+            </div>
+          </div>
+        </div>
+      </div>
+
+      {/* System Overview */}
+      <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-4">
+        <div className="bg-gray-900 border border-gray-700 rounded-lg p-4">
+          <div className="text-gray-400 text-sm">System Confidence</div>
+          <div className="text-2xl font-bold text-blue-400">{insights.learningSystem.confidence}</div>
+          <div className="text-xs text-gray-500 mt-1">
+            {getTrendIcon(insights.performanceMetrics.improvementTrend)} {insights.performanceMetrics.improvementTrend}
+          </div>
+        </div>
+
+        <div className="bg-gray-900 border border-gray-700 rounded-lg p-4">
+          <div className="text-gray-400 text-sm">Total Decisions</div>
+          <div className="text-2xl font-bold text-green-400">{insights.learningSystem.totalDecisions}</div>
+          <div className="text-xs text-gray-500 mt-1">
+            Pending: {insights.learningSystem.pendingAssessments}
+          </div>
+        </div>
+
+        <div className="bg-gray-900 border border-gray-700 rounded-lg p-4">
+          <div className="text-gray-400 text-sm">Success Rate</div>
+          <div className="text-2xl font-bold text-purple-400">{insights.performanceMetrics.overallSuccessRate}%</div>
+          <div className="text-xs text-gray-500 mt-1">
+            Best: {insights.performanceMetrics.mostSuccessfulDecision.type}
+          </div>
+        </div>
+
+        <div className="bg-gray-900 border border-gray-700 rounded-lg p-4">
+          <div className="text-gray-400 text-sm">System Maturity</div>
+          <div className={`text-2xl font-bold ${getMaturityColor(insights.systemHealth.systemMaturity)}`}>
+            {insights.systemHealth.systemMaturity}
+          </div>
+          <div className="text-xs text-gray-500 mt-1">
+            Quality: <span className={getDataQualityColor(insights.systemHealth.dataQuality)}>
+              {insights.systemHealth.dataQuality}
+            </span>
+          </div>
+        </div>
+      </div>
+
+      {/* Learning Thresholds */}
+      <div className="bg-gray-900 border border-gray-700 rounded-lg p-6">
+        <h3 className="text-lg font-semibold text-white mb-4 flex items-center space-x-2">
+          <span>🎯</span>
+          <span>Current Learning Thresholds</span>
+        </h3>
+        <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
+          <div className="bg-red-900/20 border border-red-700 rounded-lg p-4">
+            <div className="text-red-400 font-semibold">🚨 Emergency</div>
+            <div className="text-2xl font-bold text-white">{insights.learningSystem.currentThresholds.emergency}%</div>
+            <div className="text-sm text-red-300">Immediate action required</div>
+          </div>
+          <div className="bg-yellow-900/20 border border-yellow-700 rounded-lg p-4">
+            <div className="text-yellow-400 font-semibold">⚠️ High Risk</div>
+            <div className="text-2xl font-bold text-white">{insights.learningSystem.currentThresholds.risk}%</div>
+            <div className="text-sm text-yellow-300">Enhanced monitoring</div>
+          </div>
+          <div className="bg-blue-900/20 border border-blue-700 rounded-lg p-4">
+            <div className="text-blue-400 font-semibold">🟡 Medium Risk</div>
+            <div className="text-2xl font-bold text-white">{insights.learningSystem.currentThresholds.mediumRisk}%</div>
+            <div className="text-sm text-blue-300">Standard monitoring</div>
+          </div>
+        </div>
+      </div>
+
+      {/* Decision Patterns */}
+      <div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
+        {/* Successful Patterns */}
+        <div className="bg-gray-900 border border-gray-700 rounded-lg p-6">
+          <h3 className="text-lg font-semibold text-white mb-4 flex items-center space-x-2">
+            <span>✅</span>
+            <span>Successful Decision Patterns</span>
+          </h3>
+          <div className="space-y-3">
+            {insights.decisionPatterns.successful.length > 0 ? (
+              insights.decisionPatterns.successful.map((pattern, index) => (
+                <div key={index} className="bg-green-900/20 border border-green-700 rounded-lg p-3">
+                  <div className="flex justify-between items-center">
+                    <div className="text-green-400 font-semibold">{pattern.decisionType}</div>
+                    <div className="text-green-300">{pattern.successRate.toFixed(1)}%</div>
+                  </div>
+                  <div className="text-sm text-gray-400">
+                    Sample Size: {pattern.sampleSize} | Avg Score: {pattern.avgScore.toFixed(2)}
+                  </div>
+                </div>
+              ))
+            ) : (
+              <div className="text-gray-400 text-center py-8">
+                No successful patterns identified yet
+                <br />
+                <span className="text-sm">Keep making decisions to build learning data</span>
+              </div>
+            )}
+          </div>
+        </div>
+
+        {/* Failure Patterns */}
+        <div className="bg-gray-900 border border-gray-700 rounded-lg p-6">
+          <h3 className="text-lg font-semibold text-white mb-4 flex items-center space-x-2">
+            <span>❌</span>
+            <span>Areas for Improvement</span>
+          </h3>
+          <div className="space-y-3">
+            {insights.decisionPatterns.failures.length > 0 ? (
+              insights.decisionPatterns.failures.map((pattern, index) => (
+                <div key={index} className="bg-red-900/20 border border-red-700 rounded-lg p-3">
+                  <div className="flex justify-between items-center">
+                    <div className="text-red-400 font-semibold">{pattern.decisionType}</div>
+                    <div className="text-red-300">{pattern.successRate.toFixed(1)}%</div>
+                  </div>
+                  <div className="text-sm text-gray-400">
+                    Sample Size: {pattern.sampleSize} | Needs improvement
+                  </div>
+                </div>
+              ))
+            ) : (
+              <div className="text-gray-400 text-center py-8">
+                No failure patterns identified
+                <br />
+                <span className="text-sm text-green-400">Great! System is performing well</span>
+              </div>
+            )}
+          </div>
+        </div>
+      </div>
+
+      {/* Recommendations */}
+      {insights.recommendations.length > 0 && (
+        <div className="bg-gray-900 border border-gray-700 rounded-lg p-6">
+          <h3 className="text-lg font-semibold text-white mb-4 flex items-center space-x-2">
+            <span>💡</span>
+            <span>AI Recommendations</span>
+          </h3>
+          <div className="space-y-3">
+            {insights.recommendations.map((rec, index) => (
+              <div key={index} className={`rounded-lg p-3 border ${
+                rec.priority === 'HIGH' ? 'bg-red-900/20 border-red-700' :
+                rec.priority === 'MEDIUM' ? 'bg-yellow-900/20 border-yellow-700' :
+                'bg-blue-900/20 border-blue-700'
+              }`}>
+                <div className="flex justify-between items-start">
+                  <div className={`text-sm font-semibold ${
+                    rec.priority === 'HIGH' ? 'text-red-400' :
+                    rec.priority === 'MEDIUM' ? 'text-yellow-400' :
+                    'text-blue-400'
+                  }`}>
+                    {rec.type} - {rec.priority} PRIORITY
+                  </div>
+                  {rec.actionable && (
+                    <span className="text-xs bg-green-700 text-green-200 px-2 py-1 rounded">
+                      Actionable
+                    </span>
+                  )}
+                </div>
+                <div className="text-gray-300 mt-1">{rec.message}</div>
+              </div>
+            ))}
+          </div>
+        </div>
+      )}
+
+      {/* System Health */}
+      <div className="bg-gray-900 border border-gray-700 rounded-lg p-6">
+        <h3 className="text-lg font-semibold text-white mb-4 flex items-center space-x-2">
+          <span>🏥</span>
+          <span>System Health</span>
+        </h3>
+        <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+          <div className="text-center">
+            <div className={`text-2xl ${insights.systemHealth.learningActive ? 'text-green-400' : 'text-red-400'}`}>
+              {insights.systemHealth.learningActive ? '🟢' : '🔴'}
+            </div>
+            <div className="text-sm text-gray-400">Learning Active</div>
+          </div>
+          <div className="text-center">
+            <div className={`text-2xl ${getDataQualityColor(insights.systemHealth.dataQuality)}`}>
+              📊
+            </div>
+            <div className="text-sm text-gray-400">Data Quality</div>
+            <div className={`text-xs ${getDataQualityColor(insights.systemHealth.dataQuality)}`}>
+              {insights.systemHealth.dataQuality}
+            </div>
+          </div>
+          <div className="text-center">
+            <div className={`text-2xl ${getMaturityColor(insights.systemHealth.systemMaturity)}`}>
+              🎓
+            </div>
+            <div className="text-sm text-gray-400">Maturity</div>
+            <div className={`text-xs ${getMaturityColor(insights.systemHealth.systemMaturity)}`}>
+              {insights.systemHealth.systemMaturity}
+            </div>
+          </div>
+          <div className="text-center">
+            <div className={`text-2xl ${insights.systemHealth.readyForAutonomy ? 'text-green-400' : 'text-yellow-400'}`}>
+              {insights.systemHealth.readyForAutonomy ? '🚀' : '⚠️'}
+            </div>
+            <div className="text-sm text-gray-400">Beach Ready</div>
+            <div className={`text-xs ${insights.systemHealth.readyForAutonomy ? 'text-green-400' : 'text-yellow-400'}`}>
+              {insights.systemHealth.readyForAutonomy ? 'YES' : 'LEARNING'}
+            </div>
+          </div>
+        </div>
+      </div>
+
+      {/* Action Buttons */}
+      <div className="bg-gray-900 border border-gray-700 rounded-lg p-6">
+        <h3 className="text-lg font-semibold text-white mb-4 flex items-center space-x-2">
+          <span>⚡</span>
+          <span>Learning System Actions</span>
+        </h3>
+        <div className="grid grid-cols-2 md:grid-cols-4 gap-4">
+          <button
+            onClick={() => triggerAction('updateThresholds')}
+            className="px-4 py-2 bg-blue-700 hover:bg-blue-600 rounded text-white transition-colors"
+          >
+            🔄 Update Thresholds
+          </button>
+          <button
+            onClick={() => triggerAction('generateReport')}
+            className="px-4 py-2 bg-green-700 hover:bg-green-600 rounded text-white transition-colors"
+          >
+            📊 Generate Report
+          </button>
+          <button
+            onClick={() => triggerAction('assessPendingDecisions')}
+            className="px-4 py-2 bg-yellow-700 hover:bg-yellow-600 rounded text-white transition-colors"
+          >
+            ⚖️ Assess Pending
+          </button>
+          <button
+            onClick={fetchLearningInsights}
+            className="px-4 py-2 bg-purple-700 hover:bg-purple-600 rounded text-white transition-colors"
+          >
+            🔃 Refresh Data
+          </button>
+        </div>
+      </div>
+    </div>
+  )
+}